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Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion
Hypertension is one of the major causes of heart cerebrovascular diseases. With a good accumulation of hypertension clinical data on hand, research on hypertension's ZHENG differentiation is an important and attractive topic, as Traditional Chinese Medicine (TCM) lies primarily in “treatment ba...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3371754/ https://www.ncbi.nlm.nih.gov/pubmed/22701510 http://dx.doi.org/10.1155/2012/837245 |
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author | Li, Guo-Zheng Yan, Shi-Xing You, Mingyu Sun, Sheng Ou, Aihua |
author_facet | Li, Guo-Zheng Yan, Shi-Xing You, Mingyu Sun, Sheng Ou, Aihua |
author_sort | Li, Guo-Zheng |
collection | PubMed |
description | Hypertension is one of the major causes of heart cerebrovascular diseases. With a good accumulation of hypertension clinical data on hand, research on hypertension's ZHENG differentiation is an important and attractive topic, as Traditional Chinese Medicine (TCM) lies primarily in “treatment based on ZHENG differentiation.” From the view of data mining, ZHENG differentiation is modeled as a classification problem. In this paper, ML-kNN—a multilabel learning model—is used as the classification model for hypertension. Feature-level information fusion is also used for further utilization of all information. Experiment results show that ML-kNN can model the hypertension's ZHENG differentiation well. Information fusion helps improve models' performance. |
format | Online Article Text |
id | pubmed-3371754 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-33717542012-06-13 Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion Li, Guo-Zheng Yan, Shi-Xing You, Mingyu Sun, Sheng Ou, Aihua Evid Based Complement Alternat Med Research Article Hypertension is one of the major causes of heart cerebrovascular diseases. With a good accumulation of hypertension clinical data on hand, research on hypertension's ZHENG differentiation is an important and attractive topic, as Traditional Chinese Medicine (TCM) lies primarily in “treatment based on ZHENG differentiation.” From the view of data mining, ZHENG differentiation is modeled as a classification problem. In this paper, ML-kNN—a multilabel learning model—is used as the classification model for hypertension. Feature-level information fusion is also used for further utilization of all information. Experiment results show that ML-kNN can model the hypertension's ZHENG differentiation well. Information fusion helps improve models' performance. Hindawi Publishing Corporation 2012 2012-06-03 /pmc/articles/PMC3371754/ /pubmed/22701510 http://dx.doi.org/10.1155/2012/837245 Text en Copyright © 2012 Guo-Zheng Li et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Guo-Zheng Yan, Shi-Xing You, Mingyu Sun, Sheng Ou, Aihua Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion |
title | Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion |
title_full | Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion |
title_fullStr | Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion |
title_full_unstemmed | Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion |
title_short | Intelligent ZHENG Classification of Hypertension Depending on ML-kNN and Information Fusion |
title_sort | intelligent zheng classification of hypertension depending on ml-knn and information fusion |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3371754/ https://www.ncbi.nlm.nih.gov/pubmed/22701510 http://dx.doi.org/10.1155/2012/837245 |
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